Dense retrieval augmented with ECLASS semantics achieves 94.3% Hit@5 on expert queries for electronic components, substantially outperforming BM25 and foundation-model baselines.
Generation of asset administration shell with large language model agents: Toward semantic interoperability in digital twins in the context of industry 4.0,
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ECLASS-Augmented Semantic Product Search for Electronic Components
Dense retrieval augmented with ECLASS semantics achieves 94.3% Hit@5 on expert queries for electronic components, substantially outperforming BM25 and foundation-model baselines.